Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 42 |
| Missing cells | 171 |
| Missing cells (%) | 20.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.4 KiB |
| Average record size in memory | 156.0 B |
Variable types
| Numeric | 17 |
|---|---|
| DateTime | 1 |
| Categorical | 1 |
| Boolean | 1 |
df_index is highly correlated with Onset | High correlation |
Onset is highly correlated with df_index and 5 other fields | High correlation |
Offset is highly correlated with Midpoint | High correlation |
TST is highly correlated with Onset and 5 other fields | High correlation |
WASO is highly correlated with TIB and 2 other fields | High correlation |
NOA is highly correlated with Onset and 7 other fields | High correlation |
TIB is highly correlated with Onset and 6 other fields | High correlation |
REMSD is highly correlated with TST and 6 other fields | High correlation |
LSD is highly correlated with Onset and 6 other fields | High correlation |
DSD is highly correlated with SWSP | High correlation |
TSDP is highly correlated with Onset and 6 other fields | High correlation |
AI is highly correlated with NOA | High correlation |
SWSP is highly correlated with NOA and 3 other fields | High correlation |
REMP is highly correlated with REMSD | High correlation |
SMI is highly correlated with WASO | High correlation |
Midpoint is highly correlated with Offset | High correlation |
df_index is highly correlated with Onset | High correlation |
Onset is highly correlated with df_index and 6 other fields | High correlation |
Offset is highly correlated with Midpoint | High correlation |
TST is highly correlated with Onset and 6 other fields | High correlation |
WASO is highly correlated with TIB and 2 other fields | High correlation |
NOA is highly correlated with Onset and 7 other fields | High correlation |
TIB is highly correlated with Onset and 6 other fields | High correlation |
REMSD is highly correlated with Onset and 7 other fields | High correlation |
LSD is highly correlated with Onset and 6 other fields | High correlation |
DSD is highly correlated with SWSP | High correlation |
TSDP is highly correlated with Onset and 6 other fields | High correlation |
AI is highly correlated with NOA | High correlation |
SWSP is highly correlated with TST and 4 other fields | High correlation |
REMP is highly correlated with REMSD | High correlation |
SMI is highly correlated with WASO | High correlation |
Midpoint is highly correlated with Offset | High correlation |
Onset is highly correlated with TST and 3 other fields | High correlation |
Offset is highly correlated with Midpoint | High correlation |
TST is highly correlated with Onset and 5 other fields | High correlation |
WASO is highly correlated with SMI | High correlation |
NOA is highly correlated with TST and 3 other fields | High correlation |
TIB is highly correlated with Onset and 4 other fields | High correlation |
REMSD is highly correlated with TST and 1 other fields | High correlation |
LSD is highly correlated with Onset and 4 other fields | High correlation |
TSDP is highly correlated with Onset and 4 other fields | High correlation |
REMP is highly correlated with REMSD | High correlation |
SMI is highly correlated with WASO | High correlation |
Midpoint is highly correlated with Offset | High correlation |
IsWeekend is highly correlated with Day | High correlation |
Day is highly correlated with IsWeekend | High correlation |
df_index is highly correlated with Onset and 5 other fields | High correlation |
Onset is highly correlated with df_index and 8 other fields | High correlation |
Offset is highly correlated with Onset and 6 other fields | High correlation |
TST is highly correlated with df_index and 7 other fields | High correlation |
WASO is highly correlated with Onset and 7 other fields | High correlation |
NOA is highly correlated with TIB and 7 other fields | High correlation |
TIB is highly correlated with Onset and 10 other fields | High correlation |
REMSD is highly correlated with Offset and 8 other fields | High correlation |
LSD is highly correlated with Onset and 7 other fields | High correlation |
DSD is highly correlated with WASO and 6 other fields | High correlation |
Date is highly correlated with df_index and 18 other fields | High correlation |
TSDP is highly correlated with Onset and 10 other fields | High correlation |
AI is highly correlated with df_index and 1 other fields | High correlation |
SWSP is highly correlated with df_index and 4 other fields | High correlation |
REMP is highly correlated with NOA and 7 other fields | High correlation |
SMI is highly correlated with Offset and 3 other fields | High correlation |
Midpoint is highly correlated with Onset and 11 other fields | High correlation |
Day is highly correlated with Date and 2 other fields | High correlation |
IsWeekend is highly correlated with Date and 2 other fields | High correlation |
SleepRegularity is highly correlated with df_index and 3 other fields | High correlation |
Onset has 11 (26.2%) missing values | Missing |
Offset has 11 (26.2%) missing values | Missing |
TST has 11 (26.2%) missing values | Missing |
WASO has 11 (26.2%) missing values | Missing |
NOA has 11 (26.2%) missing values | Missing |
TIB has 11 (26.2%) missing values | Missing |
REMSD has 11 (26.2%) missing values | Missing |
LSD has 11 (26.2%) missing values | Missing |
DSD has 11 (26.2%) missing values | Missing |
TSDP has 11 (26.2%) missing values | Missing |
AI has 11 (26.2%) missing values | Missing |
SWSP has 11 (26.2%) missing values | Missing |
REMP has 11 (26.2%) missing values | Missing |
SMI has 11 (26.2%) missing values | Missing |
Midpoint has 11 (26.2%) missing values | Missing |
SleepRegularity has 6 (14.3%) missing values | Missing |
df_index is uniformly distributed | Uniform |
REMP is uniformly distributed | Uniform |
Day is uniformly distributed | Uniform |
df_index has unique values | Unique |
Date has unique values | Unique |
df_index has 1 (2.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-25 20:45:48.019959 |
|---|---|
| Analysis finished | 2022-11-25 20:46:40.774118 |
| Duration | 52.75 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.5 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 1 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.05 |
| Q1 | 10.25 |
| median | 20.5 |
| Q3 | 30.75 |
| 95-th percentile | 38.95 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 20.5 |
Descriptive statistics
| Standard deviation | 12.26784415 |
|---|---|
| Coefficient of variation (CV) | 0.5984314218 |
| Kurtosis | -1.2 |
| Mean | 20.5 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0 |
| Sum | 861 |
| Variance | 150.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | 2.4% |
| 21 | 1 | 2.4% |
| 14 | 1 | 2.4% |
| 16 | 1 | 2.4% |
| 15 | 1 | 2.4% |
| 18 | 1 | 2.4% |
| 17 | 1 | 2.4% |
| 20 | 1 | 2.4% |
| 19 | 1 | 2.4% |
| 22 | 1 | 2.4% |
| Other values (32) | 32 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 41 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 1 | |
| 32 | 1 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.9483871 |
| Minimum | 22.41666667 |
|---|---|
| Maximum | 27.06666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 22.41666667 |
|---|---|
| 5-th percentile | 22.49166667 |
| Q1 | 23.11666667 |
| median | 23.75 |
| Q3 | 24.46666667 |
| 95-th percentile | 26.26666667 |
| Maximum | 27.06666667 |
| Range | 4.65 |
| Interquartile range (IQR) | 1.35 |
Descriptive statistics
| Standard deviation | 1.21299564 |
|---|---|
| Coefficient of variation (CV) | 0.05065041062 |
| Kurtosis | 0.4608349857 |
| Mean | 23.9483871 |
| Median Absolute Deviation (MAD) | 0.6666666667 |
| Skewness | 0.958656775 |
| Sum | 742.4 |
| Variance | 1.471358423 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23.75 | 2 | 4.8% |
| 23.18333333 | 1 | 2.4% |
| 23.2 | 1 | 2.4% |
| 24.05 | 1 | 2.4% |
| 24.36666667 | 1 | 2.4% |
| 26 | 1 | 2.4% |
| 23.43333333 | 1 | 2.4% |
| 24.56666667 | 1 | 2.4% |
| 23.71666667 | 1 | 2.4% |
| 23.08333333 | 1 | 2.4% |
| Other values (20) | 20 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 22.41666667 | 1 | |
| 22.43333333 | 1 | |
| 22.55 | 1 | |
| 22.56666667 | 1 | |
| 22.75 | 1 | |
| 22.76666667 | 1 | |
| 22.78333333 | 1 | |
| 23.08333333 | 1 | |
| 23.15 | 1 | |
| 23.18333333 | 1 |
| Value | Count | Frequency (%) |
| 27.06666667 | 1 | |
| 26.43333333 | 1 | |
| 26.1 | 1 | |
| 26 | 1 | |
| 25.2 | 1 | |
| 24.9 | 1 | |
| 24.58333333 | 1 | |
| 24.56666667 | 1 | |
| 24.36666667 | 1 | |
| 24.21666667 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 83.9% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.473655914 |
| Minimum | 5.65 |
|---|---|
| Maximum | 8.933333333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 5.65 |
|---|---|
| 5-th percentile | 6.65 |
| Q1 | 7.141666667 |
| median | 7.383333333 |
| Q3 | 7.8 |
| 95-th percentile | 8.575 |
| Maximum | 8.933333333 |
| Range | 3.283333333 |
| Interquartile range (IQR) | 0.6583333333 |
Descriptive statistics
| Standard deviation | 0.6355192423 |
|---|---|
| Coefficient of variation (CV) | 0.08503458676 |
| Kurtosis | 1.818242839 |
| Mean | 7.473655914 |
| Median Absolute Deviation (MAD) | 0.2833333333 |
| Skewness | -0.139277355 |
| Sum | 231.6833333 |
| Variance | 0.4038847073 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.733333333 | 2 | 4.8% |
| 7.283333333 | 2 | 4.8% |
| 7.216666667 | 2 | 4.8% |
| 7.133333333 | 2 | 4.8% |
| 7.666666667 | 2 | 4.8% |
| 7.533333333 | 1 | 2.4% |
| 7.383333333 | 1 | 2.4% |
| 7.933333333 | 1 | 2.4% |
| 8.75 | 1 | 2.4% |
| 7.45 | 1 | 2.4% |
| Other values (16) | 16 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 5.65 | 1 | |
| 6.583333333 | 1 | |
| 6.716666667 | 1 | |
| 6.866666667 | 1 | |
| 7.033333333 | 1 | |
| 7.116666667 | 1 | |
| 7.133333333 | 2 | |
| 7.15 | 1 | |
| 7.216666667 | 2 | |
| 7.25 | 1 |
| Value | Count | Frequency (%) |
| 8.933333333 | 1 | |
| 8.75 | 1 | |
| 8.4 | 1 | |
| 8.183333333 | 1 | |
| 7.95 | 1 | |
| 7.933333333 | 1 | |
| 7.883333333 | 1 | |
| 7.866666667 | 1 | |
| 7.733333333 | 2 | |
| 7.666666667 | 2 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 83.9% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 386.3548387 |
| Minimum | 230 |
|---|---|
| Maximum | 504 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 230 |
|---|---|
| 5-th percentile | 273.5 |
| Q1 | 352 |
| median | 395 |
| Q3 | 429 |
| 95-th percentile | 480 |
| Maximum | 504 |
| Range | 274 |
| Interquartile range (IQR) | 77 |
Descriptive statistics
| Standard deviation | 65.57771389 |
|---|---|
| Coefficient of variation (CV) | 0.1697344185 |
| Kurtosis | -0.01972626742 |
| Mean | 386.3548387 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | -0.5288128151 |
| Sum | 11977 |
| Variance | 4300.436559 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 426 | 3 | 7.1% |
| 352 | 2 | 4.8% |
| 345 | 2 | 4.8% |
| 480 | 2 | 4.8% |
| 447 | 1 | 2.4% |
| 230 | 1 | 2.4% |
| 375 | 1 | 2.4% |
| 373 | 1 | 2.4% |
| 295 | 1 | 2.4% |
| 412 | 1 | 2.4% |
| Other values (16) | 16 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 230 | 1 | |
| 267 | 1 | |
| 280 | 1 | |
| 290 | 1 | |
| 295 | 1 | |
| 345 | 2 | |
| 352 | 2 | |
| 366 | 1 | |
| 369 | 1 | |
| 373 | 1 |
| Value | Count | Frequency (%) |
| 504 | 1 | 2.4% |
| 480 | 2 | |
| 451 | 1 | 2.4% |
| 447 | 1 | 2.4% |
| 443 | 1 | 2.4% |
| 437 | 1 | 2.4% |
| 430 | 1 | 2.4% |
| 428 | 1 | 2.4% |
| 426 | 3 | |
| 412 | 1 | 2.4% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 77.4% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.09677419 |
| Minimum | 27 |
|---|---|
| Maximum | 151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 40.5 |
| Q1 | 54 |
| median | 59 |
| Q3 | 74.5 |
| 95-th percentile | 95 |
| Maximum | 151 |
| Range | 124 |
| Interquartile range (IQR) | 20.5 |
Descriptive statistics
| Standard deviation | 22.64413808 |
|---|---|
| Coefficient of variation (CV) | 0.3478534591 |
| Kurtosis | 5.978490196 |
| Mean | 65.09677419 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.862411967 |
| Sum | 2018 |
| Variance | 512.7569892 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48 | 3 | 7.1% |
| 54 | 2 | 4.8% |
| 55 | 2 | 4.8% |
| 61 | 2 | 4.8% |
| 57 | 2 | 4.8% |
| 66 | 2 | 4.8% |
| 50 | 1 | 2.4% |
| 59 | 1 | 2.4% |
| 81 | 1 | 2.4% |
| 76 | 1 | 2.4% |
| Other values (14) | 14 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 27 | 1 | 2.4% |
| 37 | 1 | 2.4% |
| 44 | 1 | 2.4% |
| 48 | 3 | |
| 50 | 1 | 2.4% |
| 54 | 2 | |
| 55 | 2 | |
| 56 | 1 | 2.4% |
| 57 | 2 | |
| 58 | 1 | 2.4% |
| Value | Count | Frequency (%) |
| 151 | 1 | |
| 97 | 1 | |
| 93 | 1 | |
| 91 | 1 | |
| 82 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 76 | 1 | |
| 73 | 1 | |
| 69 | 1 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.38709677 |
| Minimum | 16 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 17.5 |
| Q1 | 24 |
| median | 28 |
| Q3 | 31.5 |
| 95-th percentile | 36.5 |
| Maximum | 40 |
| Range | 24 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 5.748492088 |
|---|---|
| Coefficient of variation (CV) | 0.2098978265 |
| Kurtosis | -0.1147956868 |
| Mean | 27.38709677 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.03508615705 |
| Sum | 849 |
| Variance | 33.04516129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 4 | 9.5% |
| 25 | 3 | 7.1% |
| 27 | 3 | 7.1% |
| 32 | 3 | 7.1% |
| 24 | 3 | 7.1% |
| 33 | 2 | 4.8% |
| 20 | 2 | 4.8% |
| 29 | 2 | 4.8% |
| 31 | 2 | 4.8% |
| 18 | 1 | 2.4% |
| Other values (6) | 6 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 16 | 1 | 2.4% |
| 17 | 1 | 2.4% |
| 18 | 1 | 2.4% |
| 20 | 2 | |
| 23 | 1 | 2.4% |
| 24 | 3 | |
| 25 | 3 | |
| 27 | 3 | |
| 28 | 4 | |
| 29 | 2 |
| Value | Count | Frequency (%) |
| 40 | 1 | 2.4% |
| 37 | 1 | 2.4% |
| 36 | 1 | 2.4% |
| 33 | 2 | |
| 32 | 3 | |
| 31 | 2 | |
| 29 | 2 | |
| 28 | 4 | |
| 27 | 3 | |
| 25 | 3 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 451.4516129 |
| Minimum | 267 |
|---|---|
| Maximum | 580 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 267 |
|---|---|
| 5-th percentile | 309 |
| Q1 | 422 |
| median | 456 |
| Q3 | 505.5 |
| 95-th percentile | 537 |
| Maximum | 580 |
| Range | 313 |
| Interquartile range (IQR) | 83.5 |
Descriptive statistics
| Standard deviation | 75.03680817 |
|---|---|
| Coefficient of variation (CV) | 0.1662122939 |
| Kurtosis | 0.1867628965 |
| Mean | 451.4516129 |
| Median Absolute Deviation (MAD) | 47 |
| Skewness | -0.74623752 |
| Sum | 13995 |
| Variance | 5630.522581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 523 | 2 | 4.8% |
| 503 | 2 | 4.8% |
| 528 | 2 | 4.8% |
| 501 | 1 | 2.4% |
| 546 | 1 | 2.4% |
| 425 | 1 | 2.4% |
| 421 | 1 | 2.4% |
| 356 | 1 | 2.4% |
| 471 | 1 | 2.4% |
| 426 | 1 | 2.4% |
| Other values (18) | 18 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 267 | 1 | |
| 307 | 1 | |
| 311 | 1 | |
| 346 | 1 | |
| 356 | 1 | |
| 400 | 1 | |
| 403 | 1 | |
| 421 | 1 | |
| 423 | 1 | |
| 425 | 1 |
| Value | Count | Frequency (%) |
| 580 | 1 | |
| 546 | 1 | |
| 528 | 2 | |
| 523 | 2 | |
| 521 | 1 | |
| 508 | 1 | |
| 503 | 2 | |
| 501 | 1 | |
| 487 | 1 | |
| 481 | 1 |
| Distinct | 27 |
|---|---|
| Distinct (%) | 87.1% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.16129032 |
| Minimum | 36 |
|---|---|
| Maximum | 104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 43.5 |
| Q1 | 55 |
| median | 74 |
| Q3 | 84 |
| 95-th percentile | 100 |
| Maximum | 104 |
| Range | 68 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 18.52943024 |
|---|---|
| Coefficient of variation (CV) | 0.2603863723 |
| Kurtosis | -0.9446525894 |
| Mean | 71.16129032 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.07627891107 |
| Sum | 2206 |
| Variance | 343.3397849 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 2 | 4.8% |
| 74 | 2 | 4.8% |
| 84 | 2 | 4.8% |
| 83 | 2 | 4.8% |
| 94 | 1 | 2.4% |
| 67 | 1 | 2.4% |
| 88 | 1 | 2.4% |
| 43 | 1 | 2.4% |
| 44 | 1 | 2.4% |
| 98 | 1 | 2.4% |
| Other values (17) | 17 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 36 | 1 | |
| 43 | 1 | |
| 44 | 1 | |
| 47 | 1 | |
| 50 | 1 | |
| 52 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 56 | 1 | |
| 60 | 1 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 102 | 1 | |
| 98 | 1 | |
| 94 | 1 | |
| 90 | 1 | |
| 88 | 1 | |
| 87 | 1 | |
| 84 | 2 | |
| 83 | 2 | |
| 80 | 2 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 235.0645161 |
| Minimum | 127 |
|---|---|
| Maximum | 338 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 127 |
|---|---|
| 5-th percentile | 154 |
| Q1 | 215.5 |
| median | 232 |
| Q3 | 263.5 |
| 95-th percentile | 318 |
| Maximum | 338 |
| Range | 211 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 48.9359687 |
|---|---|
| Coefficient of variation (CV) | 0.2081810113 |
| Kurtosis | 0.1524096364 |
| Mean | 235.0645161 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | -0.05897798695 |
| Sum | 7287 |
| Variance | 2394.729032 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 277 | 1 | 2.4% |
| 274 | 1 | 2.4% |
| 218 | 1 | 2.4% |
| 217 | 1 | 2.4% |
| 180 | 1 | 2.4% |
| 260 | 1 | 2.4% |
| 216 | 1 | 2.4% |
| 263 | 1 | 2.4% |
| 323 | 1 | 2.4% |
| 253 | 1 | 2.4% |
| Other values (21) | 21 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 127 | 1 | |
| 147 | 1 | |
| 161 | 1 | |
| 169 | 1 | |
| 180 | 1 | |
| 198 | 1 | |
| 208 | 1 | |
| 215 | 1 | |
| 216 | 1 | |
| 217 | 1 |
| Value | Count | Frequency (%) |
| 338 | 1 | |
| 323 | 1 | |
| 313 | 1 | |
| 297 | 1 | |
| 277 | 1 | |
| 274 | 1 | |
| 266 | 1 | |
| 264 | 1 | |
| 263 | 1 | |
| 260 | 1 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.12903226 |
| Minimum | 56 |
|---|---|
| Maximum | 116 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 56 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 68 |
| median | 81 |
| Q3 | 89.5 |
| 95-th percentile | 105 |
| Maximum | 116 |
| Range | 60 |
| Interquartile range (IQR) | 21.5 |
Descriptive statistics
| Standard deviation | 15.71356513 |
|---|---|
| Coefficient of variation (CV) | 0.1961032685 |
| Kurtosis | -0.473989725 |
| Mean | 80.12903226 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.3644328342 |
| Sum | 2484 |
| Variance | 246.916129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 2 | 4.8% |
| 72 | 2 | 4.8% |
| 102 | 2 | 4.8% |
| 68 | 2 | 4.8% |
| 83 | 2 | 4.8% |
| 56 | 2 | 4.8% |
| 86 | 1 | 2.4% |
| 85 | 1 | 2.4% |
| 65 | 1 | 2.4% |
| 97 | 1 | 2.4% |
| Other values (15) | 15 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 56 | 2 | |
| 58 | 1 | |
| 60 | 1 | |
| 63 | 1 | |
| 65 | 1 | |
| 67 | 1 | |
| 68 | 2 | |
| 70 | 1 | |
| 72 | 2 | |
| 74 | 1 |
| Value | Count | Frequency (%) |
| 116 | 1 | |
| 108 | 1 | |
| 102 | 2 | |
| 99 | 1 | |
| 97 | 1 | |
| 90 | 2 | |
| 89 | 1 | |
| 87 | 1 | |
| 86 | 1 | |
| 85 | 1 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 464.0 B |
| Minimum | 2022-09-30 00:00:00 |
|---|---|
| Maximum | 2022-11-10 00:00:00 |
| Distinct | 29 |
|---|---|
| Distinct (%) | 93.5% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 451.516129 |
| Minimum | 267 |
|---|---|
| Maximum | 580 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 267 |
|---|---|
| 5-th percentile | 309.5 |
| Q1 | 422 |
| median | 456 |
| Q3 | 505.5 |
| 95-th percentile | 537 |
| Maximum | 580 |
| Range | 313 |
| Interquartile range (IQR) | 83.5 |
Descriptive statistics
| Standard deviation | 74.97504961 |
|---|---|
| Coefficient of variation (CV) | 0.1660517638 |
| Kurtosis | 0.1871463116 |
| Mean | 451.516129 |
| Median Absolute Deviation (MAD) | 47 |
| Skewness | -0.7458744748 |
| Sum | 13997 |
| Variance | 5621.258065 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 503 | 2 | 4.8% |
| 528 | 2 | 4.8% |
| 501 | 1 | 2.4% |
| 267 | 1 | 2.4% |
| 425 | 1 | 2.4% |
| 421 | 1 | 2.4% |
| 356 | 1 | 2.4% |
| 471 | 1 | 2.4% |
| 426 | 1 | 2.4% |
| 481 | 1 | 2.4% |
| Other values (19) | 19 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 267 | 1 | |
| 307 | 1 | |
| 312 | 1 | |
| 346 | 1 | |
| 356 | 1 | |
| 400 | 1 | |
| 403 | 1 | |
| 421 | 1 | |
| 423 | 1 | |
| 425 | 1 |
| Value | Count | Frequency (%) |
| 580 | 1 | |
| 546 | 1 | |
| 528 | 2 | |
| 523 | 1 | |
| 523 | 1 | |
| 521 | 1 | |
| 508 | 1 | |
| 503 | 2 | |
| 501 | 1 | |
| 487 | 1 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.253651336 |
| Minimum | 3.409090909 |
|---|---|
| Maximum | 5.77540107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 3.409090909 |
|---|---|
| 5-th percentile | 3.496835443 |
| Q1 | 3.935713604 |
| median | 4.257206208 |
| Q3 | 4.569781553 |
| 95-th percentile | 5.063628786 |
| Maximum | 5.77540107 |
| Range | 2.36631016 |
| Interquartile range (IQR) | 0.634067949 |
Descriptive statistics
| Standard deviation | 0.5356622112 |
|---|---|
| Coefficient of variation (CV) | 0.1259299761 |
| Kurtosis | 0.9140143182 |
| Mean | 4.253651336 |
| Median Absolute Deviation (MAD) | 0.3294409714 |
| Skewness | 0.6112650838 |
| Sum | 131.8631914 |
| Variance | 0.2869340045 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.429530201 | 1 | 2.4% |
| 4.257206208 | 1 | 2.4% |
| 3.84 | 1 | 2.4% |
| 4.504021448 | 1 | 2.4% |
| 4.881355932 | 1 | 2.4% |
| 4.514563107 | 1 | 2.4% |
| 4.695652174 | 1 | 2.4% |
| 4.647887324 | 1 | 2.4% |
| 4.761904762 | 1 | 2.4% |
| 4.696969697 | 1 | 2.4% |
| Other values (21) | 21 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 3.409090909 | 1 | |
| 3.493670886 | 1 | |
| 3.5 | 1 | |
| 3.504672897 | 1 | |
| 3.517241379 | 1 | |
| 3.76744186 | 1 | |
| 3.84 | 1 | |
| 3.927765237 | 1 | |
| 3.943661972 | 1 | |
| 4.039900249 | 1 |
| Value | Count | Frequency (%) |
| 5.77540107 | 1 | |
| 5.245901639 | 1 | |
| 4.881355932 | 1 | |
| 4.761904762 | 1 | |
| 4.696969697 | 1 | |
| 4.695652174 | 1 | |
| 4.647887324 | 1 | |
| 4.625 | 1 | |
| 4.514563107 | 1 | |
| 4.504021448 | 1 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.10505649 |
| Minimum | 12.81464531 |
|---|---|
| Maximum | 29.13043478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 12.81464531 |
|---|---|
| 5-th percentile | 14.38326931 |
| Q1 | 18.24571628 |
| median | 20.69767442 |
| Q3 | 24.67679513 |
| 95-th percentile | 26.50718494 |
| Maximum | 29.13043478 |
| Range | 16.31578947 |
| Interquartile range (IQR) | 6.431078841 |
Descriptive statistics
| Standard deviation | 4.218950904 |
|---|---|
| Coefficient of variation (CV) | 0.1999023744 |
| Kurtosis | -0.8304308748 |
| Mean | 21.10505649 |
| Median Absolute Deviation (MAD) | 3.709105242 |
| Skewness | -0.1557541314 |
| Sum | 654.2567511 |
| Variance | 17.79954673 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.13422819 | 1 | 2.4% |
| 18.40354767 | 1 | 2.4% |
| 24 | 1 | 2.4% |
| 18.230563 | 1 | 2.4% |
| 24.40677966 | 1 | 2.4% |
| 17.47572816 | 1 | 2.4% |
| 24.63768116 | 1 | 2.4% |
| 15.25821596 | 1 | 2.4% |
| 19.24603175 | 1 | 2.4% |
| 15.15151515 | 1 | 2.4% |
| Other values (21) | 21 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 12.81464531 | 1 | |
| 13.61502347 | 1 | |
| 15.15151515 | 1 | |
| 15.25821596 | 1 | |
| 16.66666667 | 1 | |
| 16.875 | 1 | |
| 17.47572816 | 1 | |
| 18.230563 | 1 | |
| 18.26086957 | 1 | |
| 18.40354767 | 1 |
| Value | Count | Frequency (%) |
| 29.13043478 | 1 | |
| 26.82926829 | 1 | |
| 26.18510158 | 1 | |
| 25.82278481 | 1 | |
| 25.51724138 | 1 | |
| 25.46816479 | 1 | |
| 25.35211268 | 1 | |
| 24.71590909 | 1 | |
| 24.63768116 | 1 | |
| 24.40677966 | 1 |
REMP
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGUNIFORM| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.33878721 |
| Minimum | 12.70833333 |
|---|---|
| Maximum | 24.41314554 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 12.70833333 |
|---|---|
| 5-th percentile | 13.31398437 |
| Q1 | 15.80730761 |
| median | 18.125 |
| Q3 | 20.90108401 |
| 95-th percentile | 23.308662 |
| Maximum | 24.41314554 |
| Range | 11.70481221 |
| Interquartile range (IQR) | 5.093776397 |
Descriptive statistics
| Standard deviation | 3.286733297 |
|---|---|
| Coefficient of variation (CV) | 0.1792230456 |
| Kurtosis | -0.9236437444 |
| Mean | 18.33878721 |
| Median Absolute Deviation (MAD) | 2.717572062 |
| Skewness | 0.03775487097 |
| Sum | 568.5024036 |
| Variance | 10.80261576 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.89709172 | 1 | 2.4% |
| 20.84257206 | 1 | 2.4% |
| 17.86666667 | 1 | 2.4% |
| 23.5924933 | 1 | 2.4% |
| 14.57627119 | 1 | 2.4% |
| 19.41747573 | 1 | 2.4% |
| 12.75362319 | 1 | 2.4% |
| 23.00469484 | 1 | 2.4% |
| 16.66666667 | 1 | 2.4% |
| 20.95959596 | 1 | 2.4% |
| Other values (21) | 21 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 12.70833333 | 1 | |
| 12.75362319 | 1 | |
| 13.87434555 | 1 | |
| 14.20454545 | 1 | |
| 14.57627119 | 1 | |
| 14.75409836 | 1 | |
| 14.97326203 | 1 | |
| 15.65217391 | 1 | |
| 15.96244131 | 1 | |
| 16.20689655 | 1 |
| Value | Count | Frequency (%) |
| 24.41314554 | 1 | |
| 23.5924933 | 1 | |
| 23.0248307 | 1 | |
| 23.00469484 | 1 | |
| 22.5 | 1 | |
| 21.02803738 | 1 | |
| 21.02272727 | 1 | |
| 20.95959596 | 1 | |
| 20.84257206 | 1 | |
| 20.69825436 | 1 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.63412094 |
| Minimum | 69.98011928 |
|---|---|
| Maximum | 91.20521173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 69.98011928 |
|---|---|
| 5-th percentile | 81.21953518 |
| Q1 | 84.11970407 |
| median | 86.1423221 |
| Q3 | 87.96929825 |
| 95-th percentile | 90.0653239 |
| Maximum | 91.20521173 |
| Range | 21.22509244 |
| Interquartile range (IQR) | 3.849594178 |
Descriptive statistics
| Standard deviation | 3.953232048 |
|---|---|
| Coefficient of variation (CV) | 0.0461642159 |
| Kurtosis | 7.29108545 |
| Mean | 85.63412094 |
| Median Absolute Deviation (MAD) | 1.857677903 |
| Skewness | -2.099746075 |
| Sum | 2654.657749 |
| Variance | 15.62804362 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 89.22155689 | 1 | 2.4% |
| 88.77952756 | 1 | 2.4% |
| 88.23529412 | 1 | 2.4% |
| 88.59857482 | 1 | 2.4% |
| 82.86516854 | 1 | 2.4% |
| 87.47346072 | 1 | 2.4% |
| 80.98591549 | 1 | 2.4% |
| 88.56548857 | 1 | 2.4% |
| 86.89655172 | 1 | 2.4% |
| 85.71428571 | 1 | 2.4% |
| Other values (21) | 21 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 69.98011928 | 1 | |
| 80.98591549 | 1 | |
| 81.45315488 | 1 | |
| 81.69642857 | 1 | |
| 82.14971209 | 1 | |
| 82.76515152 | 1 | |
| 82.86516854 | 1 | |
| 83.8150289 | 1 | |
| 84.42437923 | 1 | |
| 84.70363289 | 1 |
| Value | Count | Frequency (%) |
| 91.20521173 | 1 | |
| 90.90909091 | 1 | |
| 89.22155689 | 1 | |
| 88.77952756 | 1 | |
| 88.59857482 | 1 | |
| 88.56548857 | 1 | |
| 88.23529412 | 1 | |
| 88 | 1 | |
| 87.93859649 | 1 | |
| 87.91208791 | 1 |
Midpoint
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 30 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 11 |
| Missing (%) | 26.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.202419355 |
| Minimum | 3.358333333 |
|---|---|
| Maximum | 5.625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 3.358333333 |
|---|---|
| 5-th percentile | 3.508333333 |
| Q1 | 3.8625 |
| median | 4.175 |
| Q3 | 4.4125 |
| 95-th percentile | 5.008333333 |
| Maximum | 5.625 |
| Range | 2.266666667 |
| Interquartile range (IQR) | 0.55 |
Descriptive statistics
| Standard deviation | 0.5117471596 |
|---|---|
| Coefficient of variation (CV) | 0.1217744152 |
| Kurtosis | 0.6817160293 |
| Mean | 4.202419355 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.763271739 |
| Sum | 130.275 |
| Variance | 0.2618851553 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.4 | 2 | 4.8% |
| 4.175 | 1 | 2.4% |
| 4.233333333 | 1 | 2.4% |
| 3.591666667 | 1 | 2.4% |
| 3.875 | 1 | 2.4% |
| 4.966666667 | 1 | 2.4% |
| 3.925 | 1 | 2.4% |
| 4.116666667 | 1 | 2.4% |
| 4.008333333 | 1 | 2.4% |
| 4.833333333 | 1 | 2.4% |
| Other values (20) | 20 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 3.358333333 | 1 | |
| 3.425 | 1 | |
| 3.591666667 | 1 | |
| 3.691666667 | 1 | |
| 3.716666667 | 1 | |
| 3.733333333 | 1 | |
| 3.775 | 1 | |
| 3.85 | 1 | |
| 3.875 | 1 | |
| 3.916666667 | 1 |
| Value | Count | Frequency (%) |
| 5.625 | 1 | |
| 5.033333333 | 1 | |
| 4.983333333 | 1 | |
| 4.966666667 | 1 | |
| 4.833333333 | 1 | |
| 4.575 | 1 | |
| 4.55 | 1 | |
| 4.425 | 1 | |
| 4.4 | 2 | |
| 4.358333333 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 464.0 B |
| Friday | |
|---|---|
| Saturday | |
| Sunday | |
| Monday | |
| Tuesday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.142857143 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Friday |
|---|---|
| 2nd row | Saturday |
| 3rd row | Sunday |
| 4th row | Monday |
| 5th row | Tuesday |
Common Values
| Value | Count | Frequency (%) |
| Friday | 6 | |
| Saturday | 6 | |
| Sunday | 6 | |
| Monday | 6 | |
| Tuesday | 6 | |
| Wednesday | 6 | |
| Thursday | 6 |
Length
Pie chart
| Value | Count | Frequency (%) |
| friday | 6 | |
| saturday | 6 | |
| sunday | 6 | |
| monday | 6 | |
| tuesday | 6 | |
| wednesday | 6 | |
| thursday | 6 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 170.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 30 | |
| True | 12 | 28.6% |
| Distinct | 34 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 6 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4382580288 |
| Minimum | 0.1736722115 |
|---|---|
| Maximum | 0.7415340081 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 464.0 B |
Quantile statistics
| Minimum | 0.1736722115 |
|---|---|
| 5-th percentile | 0.2414205963 |
| Q1 | 0.3151841051 |
| median | 0.4031526401 |
| Q3 | 0.529758046 |
| 95-th percentile | 0.7307920352 |
| Maximum | 0.7415340081 |
| Range | 0.5678617966 |
| Interquartile range (IQR) | 0.2145739409 |
Descriptive statistics
| Standard deviation | 0.164194999 |
|---|---|
| Coefficient of variation (CV) | 0.3746537158 |
| Kurtosis | -0.8112915236 |
| Mean | 0.4382580288 |
| Median Absolute Deviation (MAD) | 0.1170792663 |
| Skewness | 0.4655577273 |
| Sum | 15.77728904 |
| Variance | 0.02695999768 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3970376417 | 2 | 4.8% |
| 0.2593483643 | 2 | 4.8% |
| 0.7415340081 | 1 | 2.4% |
| 0.6769348128 | 1 | 2.4% |
| 0.7185122968 | 1 | 2.4% |
| 0.7292477279 | 1 | 2.4% |
| 0.7354249572 | 1 | 2.4% |
| 0.6118943394 | 1 | 2.4% |
| 0.6407228681 | 1 | 2.4% |
| 0.4092676386 | 1 | 2.4% |
| Other values (24) | 24 | |
| (Missing) | 6 | 14.3% |
| Value | Count | Frequency (%) |
| 0.1736722115 | 1 | |
| 0.1905614269 | 1 | |
| 0.2583736528 | 1 | |
| 0.2593483643 | 2 | |
| 0.2627313795 | 1 | |
| 0.2850032488 | 1 | |
| 0.2871434988 | 1 | |
| 0.3032005204 | 1 | |
| 0.3191786334 | 1 | |
| 0.3221743259 | 1 |
| Value | Count | Frequency (%) |
| 0.7415340081 | 1 | |
| 0.7354249572 | 1 | |
| 0.7292477279 | 1 | |
| 0.7185122968 | 1 | |
| 0.6769348128 | 1 | |
| 0.6575258761 | 1 | |
| 0.6407228681 | 1 | |
| 0.6118943394 | 1 | |
| 0.5357583756 | 1 | |
| 0.5277579361 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Onset | Offset | TST | WASO | NOA | TIB | REMSD | LSD | DSD | Date | TSDP | AI | SWSP | REMP | SMI | Midpoint | Day | IsWeekend | SleepRegularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 23.183333 | 7.533333 | 447.0 | 54.0 | 33.0 | 501.0 | 80.0 | 277.0 | 90.0 | 2022-09-30 | 501.0 | 4.429530 | 20.134228 | 17.897092 | 89.221557 | 4.175000 | Friday | True | NaN |
| 1 | 1 | 22.550000 | 7.350000 | 437.0 | 91.0 | 32.0 | 528.0 | 84.0 | 297.0 | 56.0 | 2022-10-01 | 528.0 | 4.393593 | 12.814645 | 19.221968 | 82.765152 | 4.400000 | Saturday | True | NaN |
| 2 | 2 | 22.750000 | 6.866667 | 426.0 | 61.0 | 28.0 | 487.0 | 104.0 | 264.0 | 58.0 | 2022-10-02 | 487.0 | 3.943662 | 13.615023 | 24.413146 | 87.474333 | 4.058333 | Sunday | False | 0.173672 |
| 3 | 3 | 23.150000 | 6.583333 | 382.0 | 64.0 | 28.0 | 446.0 | 53.0 | 247.0 | 82.0 | 2022-10-03 | 446.0 | 4.397906 | 21.465969 | 13.874346 | 85.650224 | 3.716667 | Monday | False | 0.285003 |
| 4 | 5 | 24.583333 | 7.250000 | 352.0 | 48.0 | 20.0 | 400.0 | 74.0 | 208.0 | 70.0 | 2022-10-04 | 400.0 | 3.409091 | 19.886364 | 21.022727 | 88.000000 | 3.916667 | Tuesday | False | 0.258374 |
| 5 | 4 | 22.433333 | 7.116667 | 428.0 | 93.0 | 25.0 | 521.0 | 90.0 | 236.0 | 102.0 | 2022-10-05 | 521.0 | 3.504673 | 23.831776 | 21.028037 | 82.149712 | 4.341667 | Wednesday | False | 0.259348 |
| 6 | 31 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-06 | NaN | NaN | NaN | NaN | NaN | NaN | Thursday | False | 0.259348 |
| 7 | 32 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-07 | NaN | NaN | NaN | NaN | NaN | NaN | Friday | True | 0.287143 |
| 8 | 33 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-08 | NaN | NaN | NaN | NaN | NaN | NaN | Saturday | True | 0.262731 |
| 9 | 34 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-10-09 | NaN | NaN | NaN | NaN | NaN | NaN | Sunday | False | 0.319179 |
Last rows
| df_index | Onset | Offset | TST | WASO | NOA | TIB | REMSD | LSD | DSD | Date | TSDP | AI | SWSP | REMP | SMI | Midpoint | Day | IsWeekend | SleepRegularity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 23 | 23.083333 | 8.750000 | 504.0 | 76.0 | 40.0 | 580.0 | 84.0 | 323.0 | 97.0 | 2022-11-01 | 580.0 | 4.761905 | 19.246032 | 16.666667 | 86.896552 | 4.833333 | Tuesday | False | 0.735425 |
| 33 | 24 | 23.716667 | 7.733333 | 426.0 | 55.0 | 33.0 | 481.0 | 98.0 | 263.0 | 65.0 | 2022-11-02 | 481.0 | 4.647887 | 15.258216 | 23.004695 | 88.565489 | 4.008333 | Wednesday | False | 0.611894 |
| 34 | 26 | 24.566667 | 7.666667 | 345.0 | 81.0 | 27.0 | 426.0 | 44.0 | 216.0 | 85.0 | 2022-11-03 | 426.0 | 4.695652 | 24.637681 | 12.753623 | 80.985915 | 4.116667 | Thursday | False | 0.640723 |
| 35 | 25 | 23.433333 | 7.283333 | 412.0 | 59.0 | 31.0 | 471.0 | 80.0 | 260.0 | 72.0 | 2022-11-04 | 471.0 | 4.514563 | 17.475728 | 19.417476 | 87.473461 | 3.925000 | Friday | True | 0.464290 |
| 36 | 27 | 26.000000 | 7.933333 | 295.0 | 61.0 | 24.0 | 356.0 | 43.0 | 180.0 | 72.0 | 2022-11-05 | 356.0 | 4.881356 | 24.406780 | 14.576271 | 82.865169 | 4.966667 | Saturday | True | 0.527758 |
| 37 | 40 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-11-06 | NaN | NaN | NaN | NaN | NaN | NaN | Sunday | False | 0.487653 |
| 38 | 41 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2022-11-07 | NaN | NaN | NaN | NaN | NaN | NaN | Monday | False | 0.490840 |
| 39 | 28 | 24.366667 | 7.383333 | 373.0 | 48.0 | 28.0 | 421.0 | 88.0 | 217.0 | 68.0 | 2022-11-08 | 421.0 | 4.504021 | 18.230563 | 23.592493 | 88.598575 | 3.875000 | Tuesday | False | 0.450100 |
| 40 | 29 | 24.050000 | 7.133333 | 375.0 | 50.0 | 24.0 | 425.0 | 67.0 | 218.0 | 90.0 | 2022-11-09 | 425.0 | 3.840000 | 24.000000 | 17.866667 | 88.235294 | 3.591667 | Wednesday | False | 0.522235 |
| 41 | 30 | 26.100000 | 7.866667 | 290.0 | 56.0 | 17.0 | 346.0 | 47.0 | 169.0 | 74.0 | 2022-11-10 | 346.0 | 3.517241 | 25.517241 | 16.206897 | 83.815029 | 4.983333 | Thursday | False | 0.657526 |